ZygoteRules

JuliaHub·Source·Documentation

Last updated: Feb 8, 2026

Downloads last 30 days

12,560

Downloads last week

2,550

Downloads last day

516

Downloads last 30 days

12,560

Downloads last week

2,550

Downloads last day

516

Total Downloads

Downloads by Region

Dependencies

4 packages (2 direct, 2 transitive)

Package	Depth ↑	Downloads ↓
MacroTools	Direct	136,742
ChainRulesCore	Direct	66,592
Compat	Depth 2	123,656
TOML	Depth 3	839

Dependents

100 packages (17 direct, 83 transitive) · 24,713 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	10,824
DistributionsAD	Direct	1,495
KernelFunctions	Direct	421
DiffEqGPU	Direct	162
BAT	Direct	66
ValueShapes	Direct	66
DiffEqSensitivity	Direct	46
Quadrature	Direct	16
Torch	Direct	10
SliceMap	Direct	8
GeometricMachineLearning	Direct	4
SpectralDistances	Direct	2
AbstractNeuralNetworks	Direct	1
BliContractor	Direct	0
ArrayAllez	Direct	0
ScatterNNlib	Direct	0
NamedPlus	Direct	0
Flux	Depth 2	6,228
Turing	Depth 2	2,055
SciMLSensitivity	Depth 2	1,131
CoordRefSystems	Depth 2	869
Surrogates	Depth 2	194
AbstractGPs	Depth 2	174
NeuralPDE	Depth 2	139
SignalTemporalLogic	Depth 2	91
PEPSKit	Depth 2	72
Transformers	Depth 2	46
PDMPFlux	Depth 2	41
FinancialMonteCarlo	Depth 2	35
ACEpotentials	Depth 2	35
NonconvexCore	Depth 2	33
NonconvexUtils	Depth 2	32
BetaML	Depth 2	32
GridapTopOpt	Depth 2	26
Crux	Depth 2	21
LaplaceRedux	Depth 2	21
Octofitter	Depth 2	18
MagNav	Depth 2	17
NonconvexMMA	Depth 2	15
InformationGeometry	Depth 2	15
RandomMeas	Depth 2	13
TNRKit	Depth 2	13
MGVI	Depth 2	11
FluxOptTools	Depth 2	10
TopOpt	Depth 2	10
EasyHybrid	Depth 2	10
NonconvexNLopt	Depth 2	9
SHTnsKit	Depth 2	9
ReinforcementLearningZoo	Depth 2	9
FluxTraining	Depth 2	9
NonconvexIpopt	Depth 2	9
LuxTestUtils	Depth 2	8
DeconvOptim	Depth 2	7
Stheno	Depth 2	7
AutoEncoderToolkit	Depth 2	6
RadiationSpectra	Depth 2	5
UniversalDiffEq	Depth 2	5
TASOPT	Depth 2	5
ArrayPadding	Depth 2	5
CounterfactualExplanations	Depth 2	5
SciMLExpectations	Depth 2	5
Effort	Depth 2	4
HighDimPDE	Depth 2	4
Fluxperimental	Depth 2	4
Sleipnir	Depth 2	4
JointEnergyModels	Depth 2	3
WaveOpticsPropagation	Depth 2	3
MOSLab	Depth 2	3
SimulationBasedInference	Depth 2	3
MLJGaussianProcesses	Depth 2	3
InducingPoints	Depth 2	3
MCMCLogDensityProblems	Depth 2	3
QuantumCircuits	Depth 2	3
TeneT	Depth 2	3
Newtrinos	Depth 2	3
ODINN	Depth 2	2
Solaris	Depth 2	2
NonlinearOptimizationTestFunctions	Depth 2	2
Celerite2	Depth 2	2
RobustNeuralNetworks	Depth 2	2
DiffFusion	Depth 2	2
NoiseModels	Depth 2	2
DeepCompartmentModels	Depth 2	2
Determinantal	Depth 2	2
CMBLensing	Depth 2	2
QuanEstimationBase	Depth 2	2
FluxOptics	Depth 2	1
Nevanlinna	Depth 2	1
HorseML	Depth 2	1
Tsunami	Depth 2	1
CalibrationTests	Depth 2	1
NeuralNetDiffEq	Depth 2	1
DistributedRelaxationTimes	Depth 2	1
ContinuousNormalizingFlows	Depth 2	1
AugmentedGaussianProcesses	Depth 2	1
ElectricGrid	Depth 2	1
Pioran	Depth 2	1
MonotoneSplines	Depth 2	1
QuantumNLDiffEq	Depth 2	1
AstroNbodySim	Depth 2	1